A Comparative Historical Explanation of the Environmental Policies of Two Woodworkers' Unions in Canada
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
The Industrial Wood and Allied Workers of Canada (IWA) has cooperated with timber corporations in engaging in an anti-environmentalist campaign in British Columbia. In contrast, the Pulp Paper and Woodworkers of Canada (PPWC) has, on occasion, cooperated with environmental organizations. It is contended here that the IWA's history of purging radicals from its ranks, its longstanding policy of cooperating with management, and its relatively undemocratic political structure are the primary reasons for its anti-environmentalist policies. Conversely, the PPWC has never expelled radicals from leadership positions; it has always maintained an adversarial relationship with management; and its political structure is very democratic. Thus, the specific histories and political structures of the PPWC and the IWA are the primary reasons for their different environmental policies. Therefore, it is argued that there is nothing inherent in woodworkers or woodworkers' unions that would preclude them from cooperating with the environmental movement.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it